{"id":"W2057070352","doi":"10.2514/1.21564","title":"Sensitivity Analysis and Optimal Design of Smart Peizolaminated Composite Beams","year":2006,"lang":"en","type":"article","venue":"AIAA Journal","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Finite element method; Actuator; Sensitivity (control systems); Beam (structure); Bending moment; Piezoelectricity; Optimal design; Structural engineering; Bending; Control theory (sociology); Moment (physics); Optimization problem; Materials science; Computer science; Engineering; Physics; Algorithm; Composite material; Electronic engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001123228,0.0006123068,0.0005246939,0.0004345071,0.0002116776,0.0006284548,0.0003351919,0.0006364389,0.000909315],"category_scores_gemma":[0.00176935,0.0005651133,0.0004626926,0.0001671166,0.000612291,0.0003227305,0.0006107559,0.0003603134,0.00008914755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007436086,"about_ca_system_score_gemma":0.0006054568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002146501,"about_ca_topic_score_gemma":0.001377418,"domain_scores_codex":[0.9997328,0.00009681538,0.000007949159,0.00003800558,0.00008443977,0.00003992458],"domain_scores_gemma":[0.9992723,0.0005293701,0.00007496217,0.0000220223,0.00008111035,0.00002033427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004410448,0.00001273419,0.0001766322,0.00004093069,0.00001522419,0.00003140223,0.00001585156,0.9899945,0.005817965,0.001245041,0.00003621944,0.002569442],"study_design_scores_gemma":[0.000006380616,0.00004945202,0.0001682794,0.000004874013,0.000006321135,0.000006546216,0.000007731297,0.9961558,0.002857993,0.0005978288,0.0001339607,0.00000482113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3115275,0.0005152457,0.6786135,0.0002369075,0.00002677062,0.00009721234,0.00008335497,0.0001669538,0.008732602],"genre_scores_gemma":[0.9802284,0.0001423057,0.01865821,0.00002118843,0.000002987035,0.00005634729,0.00002315147,0.00001257797,0.0008547268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002146501,"threshold_uncertainty_score":0.005940318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005976301510598143,"score_gpt":0.1895426365008577,"score_spread":0.1835663349902596,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}